SEEDS
T. Tušar The main objectives of the SEEDS project (Cost-effective and replicable RES-integrated electrified heating and cooling systems for improved...
Computational intelligence is a study of stochastic search, optimization and learning methods, inspired by natural systems. Research in this area at the JSI Department of Intelligent Systems focuses on evolutionary computation and optimization. We study evolutionary algorithms for multiobjective optimization, their enhancement through parallel computing and surrogate models, constraint handling in multiobjective optimization, visualization of optimization results, and optimization algorithm benchmarking.
Our research findings and developed algorithms represent a basis for applications in diverse areas including:
T. Tušar The main objectives of the SEEDS project (Cost-effective and replicable RES-integrated electrified heating and cooling systems for improved...
V. Janko, M. Gams, B. Filipič, T. Šef, M. Luštrek, T. Tušar, A. Gradišek, E. Dovgan, M. Mlakar, J. Krivec,...
A. Vodopija (Supervised by B. Filipič) Within the doctoral research project, we aim at characterizing constrained continuous multiobjective optimization problems...
B. Filipič, T. Tušar, A. Vodopija, A. Andova
B. Filipič, T. Tušar, A. Vodopija, J. Cork This applied project deals with simulation-based optimization in electric motor design. The...
T. Tušar, A. Vodopija We collaborated with the Department of Knowledge Technologies and the Senso4s d.o.o. company in designing a...
B. Filipič, T. Tušar, A. Vodopija Scheduling of field work entails solving a demanding routing and scheduling problem. We assist...
B. Filipič, T. Tušar, A. Vodopija This is a bilateral, Slovenian-German project carried out together with the Institute for Data...
B. Filipič, E. Dovgan A project in collaboration with the MPT company
B. Filipič, E. Dovgan A project in collaboration with the Plamtex INT company
The Genetic and Evolutionary Computation Conference (GECCO) is a key scientific event in the area of genetic and evolutionary computation...
T. Tušar, B. Naujoks The Job Market is a GECCO event (organized every year since 2017) where people offering jobs...
D. Brockhoff, T. Tušar In this tutorial, we discuss the past and future of benchmarking multiobjective optimizers. In particular, we...
B. Filipič, A. Vodopija This tutorial provides an overview of the state of the art in constraint handling in multiobjective...
B. Filipič, T. Tušar This tutorial provides an overview of representative methods used in multiobjective optimization for visualizing: (1) individual...
B. Filipič This tutorial presents the challenges faced and lessons learned in designing evolutionary algorithms for industrial optimization problems that...
Vanessa Volz, Boris Naujoks, Pascal Kerschke, Tea Tušar
Tools for landscape analysis of optimisation problems in Procedural Content Generation for games @article
2023.
BibTeX | Links:
@@article{COBISS.SI-ID:141799683,
title = {Tools for landscape analysis of optimisation problems in Procedural Content Generation for games},
author = {Vanessa Volz and Boris Naujoks and Pascal Kerschke and Tea Tušar},
doi = {10.1016/j.asoc.2023.110121},
year = {2023},
date = {2023-01-01},
journal = {Applied soft computing},
number = {vol. 136, [article] no. 110121},
pages = {str. 1-14},
keywords = {},
pubstate = {published},
tppubtype = {@article}
}
Vito Janko, Nina Reščič, Aljoša Vodopija, David Susič, Carlo De Masi, Tea Tušar, Anton Gradišek, Sophie Vandepitte, Delphine De Smedt, Jana S. Javornik, Matjaž Gams, Mitja Luštrek
Optimizing non-pharmaceutical intervention strategies against COVID-19 using artificial intelligence @article
2023.
BibTeX | Links:
@@article{COBISS.SI-ID:141456131,
title = {Optimizing non-pharmaceutical intervention strategies against COVID-19 using artificial intelligence},
author = {Vito Janko and Nina Reščič and Aljoša Vodopija and David Susič and Carlo De Masi and Tea Tušar and Anton Gradišek and Sophie Vandepitte and Delphine De Smedt and Jana S. Javornik and Matjaž Gams and Mitja Luštrek},
doi = {10.3389/fpubh.2023.1073581},
year = {2023},
date = {2023-01-01},
journal = {Frontiers in public health},
number = {vol. 11, [article] no. 1073581},
pages = {str. 1-11},
keywords = {},
pubstate = {published},
tppubtype = {@article}
}
Koen van der Blom, Timo M. Deist, Vanessa Volz, Mariapia Marchi, Yusuke Nojima, Boris Naujoks, Akira Oyama, Tea Tušar
Identifying properties of real-world optimisation problems through a questionnaire @incollection
2023.
BibTeX | Links:
@@incollection{COBISS.SI-ID:160922883,
title = {Identifying properties of real-world optimisation problems through a questionnaire},
author = {Koen van der Blom and Timo M. Deist and Vanessa Volz and Mariapia Marchi and Yusuke Nojima and Boris Naujoks and Akira Oyama and Tea Tušar},
editor = {Dimo Brockhoff},
doi = {10.1007/978-3-031-25263-1_3},
year = {2023},
date = {2023-01-01},
booktitle = {Many-criteria optimization and decision analysis : state-of-the-art, present challenges and future perspectives},
pages = {str. 59-80},
publisher = {Springer Nature},
address = {Cham},
series = {Natural Computing Series},
keywords = {},
pubstate = {published},
tppubtype = {@incollection}
}
Tea Tušar, Aljoša Vodopija, Bogdan Filipič
Visual exploration of the effect of constraint handling in multiobjective optimization @inproceedings
2023.
BibTeX | Links:
@@inproceedings{COBISS.SI-ID:146483203,
title = {Visual exploration of the effect of constraint handling in multiobjective optimization},
author = {Tea Tušar and Aljoša Vodopija and Bogdan Filipič},
editor = {Michael Emmerich},
doi = {10.1007/978-3-031-27250-9_1},
year = {2023},
date = {2023-01-01},
booktitle = {Evolutionary Multi-Criterion Optimization : 12th International Conference, EMO 2023 : Leiden, The Netherlands, March 20–24, 2023 : proceedings},
pages = {str. 3-16},
publisher = {Springer},
address = {Cham},
series = {Lecture notes in computer science, 13970},
keywords = {},
pubstate = {published},
tppubtype = {@inproceedings}
}
Tea Tušar, Peter Korošec, Bogdan Filipič
Večstopenjski postopek vrednotenja rešitev pri načrtovanju elektromotorja = A multi-step evaluation process in electric motor design @inproceedings
2023.
@@inproceedings{COBISS.SI-ID:171612931,
title = {Večstopenjski postopek vrednotenja rešitev pri načrtovanju elektromotorja = A multi-step evaluation process in electric motor design},
author = {Tea Tušar and Peter Korošec and Bogdan Filipič},
editor = {Mitja Luštrek and Matjaž Gams and Rok Piltaver},
year = {2023},
date = {2023-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : Informacijska družba - IS 2023 = Information Society - IS 2023 : zbornik 26. mednarodne multikonference = proceedings of the 26th international multiconference : zvezek A = volume A : 12. oktober 2023, 12 October 2023, Ljubljana, Slovenija},
pages = {str. 48-51},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba},
keywords = {},
pubstate = {published},
tppubtype = {@inproceedings}
}
Bogdan Filipič
Randomized optimization : from algorithmic studies to industrial applications @inproceedings
2023.
@@inproceedings{COBISS.SI-ID:171812355,
title = {Randomized optimization : from algorithmic studies to industrial applications},
author = {Bogdan Filipič},
editor = {Tinkara Mlinar and Špela Stres},
year = {2023},
date = {2023-01-01},
booktitle = {16. Mednarodna konferenca o prenosu tehnologij = 16th International Technology Transfer Conference : Informacijska družba - IS 2023 = Information Society - IS 2023 : zbornik 26. mednarodne multikonference = proceedings of the 26th international multiconference : zvezek E = volume E : 11. in 13. oktober 2023, 11 and 13 October 2023, Ljubljana, Slovenia},
pages = {str. 14-17},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba},
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Andrejaana Andova, Aljoša Vodopija, Jordan Cork, Tea Tušar, Bogdan Filipič
An attempt at predicting algorithm performance on constrained multiobjective optimization problems @inproceedings
2023.
@@inproceedings{COBISS.SI-ID:171610371,
title = {An attempt at predicting algorithm performance on constrained multiobjective optimization problems},
author = {Andrejaana Andova and Aljoša Vodopija and Jordan Cork and Tea Tušar and Bogdan Filipič},
editor = {Mitja Luštrek and Matjaž Gams and Rok Piltaver},
year = {2023},
date = {2023-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : Informacijska družba - IS 2023 = Information Society - IS 2023 : zbornik 26. mednarodne multikonference = proceedings of the 26th international multiconference : zvezek A = volume A : 12. oktober 2023, 12 October 2023, Ljubljana, Slovenija},
pages = {str. 44-47},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba},
keywords = {},
pubstate = {published},
tppubtype = {@inproceedings}
}
Andrejaana Andova, Tobias Benecke, Ludwig Harald, Tea Tušar
Towards constructing a suite of multi-objective optimization problems with diverse landscapes @inproceedings
2023.
BibTeX | Links:
@@inproceedings{COBISS.SI-ID:150234115,
title = {Towards constructing a suite of multi-objective optimization problems with diverse landscapes},
author = {Andrejaana Andova and Tobias Benecke and Ludwig Harald and Tea Tušar},
editor = {João Correia and Stephen Smith and Raneem Qaddoura},
doi = {10.1007/978-3-031-30229-9_29},
year = {2023},
date = {2023-01-01},
booktitle = {Applications of evolutionary computation : 26th European Conference, EvoApplications 2023, held as part of EvoStar 2023, Brno, Czech Republic, April 12-14, 2023, : proceedings},
pages = {str. 442-457},
publisher = {Springer},
address = {Cham},
series = {Lecture notes in computer science, 13989},
keywords = {},
pubstate = {published},
tppubtype = {@inproceedings}
}
Aljoša Vodopija, Tea Tušar, Bogdan Filipič
Characterization of constrained continuous multiobjective optimization problems : a feature space perspective @article
2022.
BibTeX | Links:
@@article{COBISS.SI-ID:111040259,
title = {Characterization of constrained continuous multiobjective optimization problems : a feature space perspective},
author = {Aljoša Vodopija and Tea Tušar and Bogdan Filipič},
doi = {10.1016/j.ins.2022.05.106},
year = {2022},
date = {2022-01-01},
journal = {Information sciences},
number = {vol. 607},
pages = {str. 244-262},
keywords = {},
pubstate = {published},
tppubtype = {@article}
}
Dimo Brockhoff, Anne Auger, Nikolaus Hansen, Tea Tušar
Using well-understood single-objective functions in multiobjective black-box optimization test suites @article
2022.
BibTeX | Links:
@@article{COBISS.SI-ID:83048195,
title = {Using well-understood single-objective functions in multiobjective black-box optimization test suites},
author = {Dimo Brockhoff and Anne Auger and Nikolaus Hansen and Tea Tušar},
doi = {10.1162/evco_a_00298},
year = {2022},
date = {2022-01-01},
journal = {Evolutionary computation},
volume = {vol. 30},
number = {no. 2},
pages = {str. 165-193},
keywords = {},
pubstate = {published},
tppubtype = {@article}
}
Nikolaus Hansen, Anne Auger, Dimo Brockhoff, Tea Tušar
Anytime performance assessment in blackbox optimization benchmarking @article
2022.
BibTeX | Links:
@@article{COBISS.SI-ID:123912963,
title = {Anytime performance assessment in blackbox optimization benchmarking},
author = {Nikolaus Hansen and Anne Auger and Dimo Brockhoff and Tea Tušar},
doi = {10.1109/TEVC.2022.3210897},
year = {2022},
date = {2022-01-01},
journal = {IEEE transactions on evolutionary computation},
volume = {vol. 26},
number = {iss. 6},
pages = {1293-1305},
keywords = {},
pubstate = {published},
tppubtype = {@article}
}
Aljoša Vodopija, Jörg Stork, Thomas Bartz-Beielstein, Bogdan Filipič
Elevator group control as a constrained multiobjective optimization problem @article
2022.
BibTeX | Links:
@@article{COBISS.SI-ID:90906627,
title = {Elevator group control as a constrained multiobjective optimization problem},
author = {Aljoša Vodopija and Jörg Stork and Thomas Bartz-Beielstein and Bogdan Filipič},
doi = {10.1016/j.asoc.2021.108277},
year = {2022},
date = {2022-01-01},
journal = {Applied soft computing},
volume = {vol. 115},
pages = {str. 108277-1-108277-14},
keywords = {},
pubstate = {published},
tppubtype = {@article}
}
Stefan Kalabakov, Simon Stankoski, Ivana Kiprijanovska, Andrejaana Andova, Nina Reščič, Vito Janko, Martin Gjoreski, Matjaž Gams, Mitja Luštrek, others
What actually works for activity recognition in scenarios with significant domain shift : lessons learned from the 2019 and 2020 Sussex-Huawei challenges @article
2022.
BibTeX | Links:
@@article{COBISS.SI-ID:142134275,
title = {What actually works for activity recognition in scenarios with significant domain shift : lessons learned from the 2019 and 2020 Sussex-Huawei challenges},
author = {Stefan Kalabakov and Simon Stankoski and Ivana Kiprijanovska and Andrejaana Andova and Nina Reščič and Vito Janko and Martin Gjoreski and Matjaž Gams and Mitja Luštrek and others},
doi = {10.3390/s22103613},
year = {2022},
date = {2022-01-01},
journal = {Sensors},
volume = {vol. 22},
number = {iss. 10, [article no.] 3613},
pages = {str. 1-32},
keywords = {},
pubstate = {published},
tppubtype = {@article}
}
Pavel Krömer, Vojtěch Uher, Andrejaana Andova, Tea Tušar, Bogdan Filipič
Sampling strategies for exploratory landscape analysis of bi-objective problems @inproceedings
2022.
@@inproceedings{COBISS.SI-ID:151217411,
title = {Sampling strategies for exploratory landscape analysis of bi-objective problems},
author = {Pavel Krömer and Vojtěch Uher and Andrejaana Andova and Tea Tušar and Bogdan Filipič},
year = {2022},
date = {2022-01-01},
booktitle = {CSCI 2022 : 2022 International Conference on Computational Science and Computational Intelligence : proceedings : 14-16 December 2022, Las Vegas},
pages = {str. 336-342},
publisher = {The Institute of Electrical and Electronics Engineers},
address = {Piscataway},
keywords = {},
pubstate = {published},
tppubtype = {@inproceedings}
}
Tea Tušar, Nace Sever, Aljoša Vodopija, Bogdan Filipič
Študija učinkovitosti algoritma za razporejanje terenskega dela = A study of the performance of a fieldwork scheduling algorithm @inproceedings
2022.
@@inproceedings{COBISS.SI-ID:128195075,
title = {Študija učinkovitosti algoritma za razporejanje terenskega dela = A study of the performance of a fieldwork scheduling algorithm},
author = {Tea Tušar and Nace Sever and Aljoša Vodopija and Bogdan Filipič},
editor = {Mitja Luštrek and Matjaž Gams and Rok Piltaver},
year = {2022},
date = {2022-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : Informacijska družba - IS 2022 = Information Society - IS 2022 : zbornik 25. mednarodne multikonference = proceedings of the 25th international multiconference : zvezek A = volume A : 11. oktober 2022, 11 October 2022, Ljubljana, Slovenija},
pages = {str 43-46},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba},
keywords = {},
pubstate = {published},
tppubtype = {@inproceedings}
}
Andrejaana Andova, Aljoša Vodopija, Pavel Krömer, Vojtěch Uher, Tea Tušar, Bogdan Filipič
Initial results in predicting high-level features of constrained multi-objective optimization problems Inproceedings
In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : Informacijska družba - IS 2022 = Information Society - IS 2022 : zbornik 25. mednarodne multikonference = proceedings of the 25th international multiconference : zvezek A = volume A : 11. oktober 2022, 11 October 2022, Ljubljana, Slovenija, pp. str. 7-10, Institut "Jožef Stefan", Ljubljana, 2022.
@inproceedings{COBISS.SI-ID:128183043,
title = {Initial results in predicting high-level features of constrained multi-objective optimization problems},
author = {Andrejaana Andova and Aljoša Vodopija and Pavel Krömer and Vojtěch Uher and Tea Tušar and Bogdan Filipič},
editor = {Mitja Luštrek and Matjaž Gams and Rok Piltaver},
year = {2022},
date = {2022-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : Informacijska družba - IS 2022 = Information Society - IS 2022 : zbornik 25. mednarodne multikonference = proceedings of the 25th international multiconference : zvezek A = volume A : 11. oktober 2022, 11 October 2022, Ljubljana, Slovenija},
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publisher = {Institut "Jožef Stefan"},
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Marko Bohanec, Aljoša Vodopija, Mitja Luštrek, others
HeartMan DSS : a decision support system for self-management of congestive heart failure Journal Article
In: Expert systems with applications, vol. vol. 186, pp. str. 115688-1-115688-13, 2021.
BibTeX | Links:
@article{COBISS.SI-ID:77871107,
title = {HeartMan DSS : a decision support system for self-management of congestive heart failure},
author = {Marko Bohanec and Aljoša Vodopija and Mitja Luštrek and others},
doi = {10.1016/j.eswa.2021.115688},
year = {2021},
date = {2021-01-01},
journal = {Expert systems with applications},
volume = {vol. 186},
pages = {str. 115688-1-115688-13},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Mitja Luštrek, Marko Bohanec, Erik Dovgan, Jure Lampe, Miha Mlakar, Gašper Slapničar, Jakob Valič, Aljoša Vodopija, others
A personal health system for self-management of congestive heart failure (HeartMan) : development, technical evaluation, and proof-of-concept randomized controlled trial Journal Article
In: JMIR medical informatics, vol. vol. 9, no. iss. 3, pp. 19 str., 2021.
BibTeX | Links:
@article{COBISS.SI-ID:54873347,
title = {A personal health system for self-management of congestive heart failure (HeartMan) : development, technical evaluation, and proof-of-concept randomized controlled trial},
author = {Mitja Luštrek and Marko Bohanec and Erik Dovgan and Jure Lampe and Miha Mlakar and Gašper Slapničar and Jakob Valič and Aljoša Vodopija and others},
doi = {10.2196/24501},
year = {2021},
date = {2021-01-01},
journal = {JMIR medical informatics},
volume = {vol. 9},
number = {iss. 3},
pages = {19 str.},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Els Clays, Mitja Luštrek, Marko Bohanec, Jakob Valič, Aljoša Vodopija, others
Proof-of-concept trial results of the HeartMan mobile personal health system for self-management in congestive heart failure Journal Article
In: Scientific reports, vol. vol. 11, pp. str. 5663-1-5663-10, 2021.
BibTeX | Links:
@article{COBISS.SI-ID:54870787,
title = {Proof-of-concept trial results of the HeartMan mobile personal health system for self-management in congestive heart failure},
author = {Els Clays and Mitja Luštrek and Marko Bohanec and Jakob Valič and Aljoša Vodopija and others},
doi = {10.1038/s41598-021-84920-4},
year = {2021},
date = {2021-01-01},
journal = {Scientific reports},
volume = {vol. 11},
pages = {str. 5663-1-5663-10},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Valentin Koblar, Bogdan Filipič
Evolutionary design of a system for online surface roughness measurements Journal Article
In: Mathematics, vol. vol. 9, no. no. 16, pp. str. 1904-1-1904-18, 2021.
BibTeX | Links:
@article{COBISS.SI-ID:73916419,
title = {Evolutionary design of a system for online surface roughness measurements},
author = {Valentin Koblar and Bogdan Filipič},
doi = {10.3390/math9161904},
year = {2021},
date = {2021-01-01},
journal = {Mathematics},
volume = {vol. 9},
number = {no. 16},
pages = {str. 1904-1-1904-18},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Mitja Luštrek, Nina Reščič, Vito Janko, David Susič, Carlo De Masi, Aljoša Vodopija, Matej Marinkovič, Tea Tušar, Erik Dovgan, Matej Cigale, Anton Gradišek, Matjaž Gams
Napovedovanje trendov in optimiziranje ukrepov v boju proti pandemiji COVID-19 : Tekmovanje XPRIZE in naslednji koraki : Forecasting trends and optimizing the intervention plans against the COVID-19 pandemic: The XPRIZE competition and beyond Inproceedings
In: Matjaž Gams, Primož Kocuvan, Flavio Rizzolio (Ed.): Delavnica projekta Insieme = Insieme Project Workshop : 5. oktober 2021, 5 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek D = volume D, pp. str. 52-55, Institut "Jožef Stefan", Ljubljana, 2021.
@inproceedings{COBISS.SI-ID:86439683,
title = {Napovedovanje trendov in optimiziranje ukrepov v boju proti pandemiji COVID-19 : Tekmovanje XPRIZE in naslednji koraki : Forecasting trends and optimizing the intervention plans against the COVID-19 pandemic: The XPRIZE competition and beyond},
author = {Mitja Luštrek and Nina Reščič and Vito Janko and David Susič and Carlo De Masi and Aljoša Vodopija and Matej Marinkovič and Tea Tušar and Erik Dovgan and Matej Cigale and Anton Gradišek and Matjaž Gams},
editor = {Matjaž Gams and Primož Kocuvan and Flavio Rizzolio},
year = {2021},
date = {2021-01-01},
booktitle = {Delavnica projekta Insieme = Insieme Project Workshop : 5. oktober 2021, 5 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek D = volume D},
pages = {str. 52-55},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
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Nina Reščič, Vito Janko, David Susič, Carlo De Masi, Aljoša Vodopija, Matej Marinko, Tea Tušar, Erik Dovgan, Matej Cigale, Anton Gradišek, Matjaž Gams, Mitja Luštrek
Finding efficient intervention plans against Covid-19 : second place at the XPRIZE Pandemic Response Challenge Inproceedings
In: Marija Kalendar (Ed.): XV International Conference ETAI 2021 : 23-24 September, online Conference = 23-24 Septembri 2021, virtualna konferencija : zbornik na trudovi = conference proceedings, pp. str. 139-143, ETAI Society of Macedonia, Skopje, 2021.
@inproceedings{COBISS.SI-ID:83629571,
title = {Finding efficient intervention plans against Covid-19 : second place at the XPRIZE Pandemic Response Challenge},
author = {Nina Reščič and Vito Janko and David Susič and Carlo De Masi and Aljoša Vodopija and Matej Marinko and Tea Tušar and Erik Dovgan and Matej Cigale and Anton Gradišek and Matjaž Gams and Mitja Luštrek},
editor = {Marija Kalendar},
year = {2021},
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booktitle = {XV International Conference ETAI 2021 : 23-24 September, online Conference = 23-24 Septembri 2021, virtualna konferencija : zbornik na trudovi = conference proceedings},
pages = {str. 139-143},
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Aljoša Vodopija, Tea Tušar, Bogdan Filipič
Analyzing the diversity of constrained multiobjective optimization test suites Inproceedings
In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 8. oktober 2021, 8 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek A = volume A, pp. str. 51-54, Institut "Jožef Stefan", Ljubljana, 2021.
@inproceedings{COBISS.SI-ID:86368771,
title = {Analyzing the diversity of constrained multiobjective optimization test suites},
author = {Aljoša Vodopija and Tea Tušar and Bogdan Filipič},
editor = {Mitja Luštrek and Matjaž Gams and Rok Piltaver},
year = {2021},
date = {2021-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 8. oktober 2021, 8 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek A = volume A},
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Vito Janko, Nina Reščič, Tea Tušar, Mitja Luštrek, Matjaž Gams
What-if analysis of countermeasures against COVID-19 in November 2020 in Slovenia Inproceedings
In: Matjaž Gams, Primož Kocuvan, Flavio Rizzolio (Ed.): Delavnica projekta Insieme = Insieme Project Workshop : 5. oktober 2021, 5 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek D = volume D, pp. str. 42-45, Institut "Jožef Stefan", Ljubljana, 2021.
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Andrejaana Andova, Bogdan Filipič
Some experimental results in evolutionary multitasking Inproceedings
In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 8. oktober 2021, 8 October 2021, Ljubljana, Slovenia : Informacijska družba - IS 2021 = Information Society - IS 2021 : zbornik 24. mednarodne multikonference = proceedings of the 24th international multiconference : zvezek A = volume A, pp. str. 11-14, Institut "Jožef Stefan", Ljubljana, 2021.
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Aljoša Vodopija, Beate Breiderhoff, Boris Naujoks, Bogdan Filipič
Design of cyclone dust separators : a constrained multiobjective optimization perspective Inproceedings
In: 2021 IEEE Congress on Evolutionary Computation, IEEE CEC 2021, June 28th and July 1st 2021, Kraków, Poland, pp. str. 1983-1990, IEEE = Institute of Electrical and Electronics Engineers, Piscataway, 2021.
BibTeX | Links:
@inproceedings{COBISS.SI-ID:73917187,
title = {Design of cyclone dust separators : a constrained multiobjective optimization perspective},
author = {Aljoša Vodopija and Beate Breiderhoff and Boris Naujoks and Bogdan Filipič},
doi = {10.1109/CEC45853.2021.9504991},
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date = {2021-01-01},
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Konstantinos Varelas, Ouassim Ait El Hara, Dimo Brockhoff, Nikolaus Hansen, Duc Manh Nguyen, Tea Tušar, Anne Auger
Benchmarking large-scale continuous optimizers : the bbob-largescale testbed, a COCO software guide and beyond Journal Article
In: Applied soft computing, vol. vol. 97, no. part a, pp. str. 106737-1-106737-13, 2020.
BibTeX | Links:
@article{COBISS.SI-ID:31431427,
title = {Benchmarking large-scale continuous optimizers : the bbob-largescale testbed, a COCO software guide and beyond},
author = {Konstantinos Varelas and Ouassim Ait El Hara and Dimo Brockhoff and Nikolaus Hansen and Duc Manh Nguyen and Tea Tušar and Anne Auger},
doi = {10.1016/j.asoc.2020.106737},
year = {2020},
date = {2020-01-01},
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Jernej Zupančič, Bogdan Filipič, Matjaž Gams
Genetic-programming-based multi-objective optimization of strategies for home energy-management systems Journal Article
In: Energy, vol. vol. 203, pp. str. 117769-1-117769-15, 2020.
BibTeX | Links:
@article{COBISS.SI-ID:16883203,
title = {Genetic-programming-based multi-objective optimization of strategies for home energy-management systems},
author = {Jernej Zupančič and Bogdan Filipič and Matjaž Gams},
doi = {10.1016/j.energy.2020.117769},
year = {2020},
date = {2020-01-01},
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Jörg Stork, Martina Friese, Martin Zaefferer, Thomas Bartz-Beielstein, Andreas Fischbach, Beate Breiderhoff, Boris Naujoks, Tea Tušar
Open issues in surrogate-assisted optimization Incollection
In: Thomas Bartz-Beielstein, Bogdan Filipič, Peter Korošec (Ed.): High-performance simulation-based optimization, pp. str. 225-244, Springer, Cham, 2020.
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editor = {Thomas Bartz-Beielstein and Bogdan Filipič and Peter Korošec},
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Hernan Aguirre, Tanaka Kiyoshi, Tea Tušar, Bogdan Filipič
Optimization and visualization in many-objective space trajectory design Incollection
In: Thomas Bartz-Beielstein, Bogdan Filipič, Peter Korošec (Ed.): High-performance simulation-based optimization, pp. str. 93-112, Springer, Cham, 2020.
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Aljoša Vodopija, Vito Janko, Mitja Luštrek, Bogdan Filipič
Constrained multiobjective optimization for the design of energy-efficient context recognition systems Inproceedings
In: Bogdan Filipič, Edmondo Minisci, Massimiliano Vasile (Ed.): Bioinspired optimization methods and their applications : 9th International Conference, BIOMA 2020, Brussels, Belgium, November 19-20, 2020, pp. str. 308-320, Springer, Cham, 2020.
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Andraž Levstek, Darja Silan, Aljoša Vodopija
Analiza glasu kot diagnostična metoda za odkrivanje Parkinsonove bolezni = Speech anlysis as a diagnostic method for the detection of Parkinson's disease Inproceedings
In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 6.-7. oktober 2020, 6-7 October 2020, Ljubljana, Slovenia : Informacijska družba - IS 2020 = Information Society - IS 2020 : zbornik 23. mednarodne multikonference = proceedings of the 23rd innternational multiconference : zvezek A = volume A, pp. str. 59-62, Institut "Jožef Stefan", Ljubljana, 2020.
@inproceedings{COBISS.SI-ID:34339075,
title = {Analiza glasu kot diagnostična metoda za odkrivanje Parkinsonove bolezni = Speech anlysis as a diagnostic method for the detection of Parkinson's disease},
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Stefan Kalabakov, Simon Stankoski, Nina Reščič, Ivana Kiprijanovska, Andrejaana Andova, Clement Picard, Vito Janko, Martin Gjoreski, Mitja Luštrek
Tackling the SHL challenge 2020 with person-specific classifiers and semi-supervised learning Inproceedings
In: UbiComp/ISWC '20 adjunct : proceedings of the 2020 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2020 ACM International Symposium on Wearable Computers : September 12-17, 2020 : September 12-17, 2020, pp. str. 323-328, ACM = The Association for Computing Machinery, New York, New York, 2020.
BibTeX | Links:
@inproceedings{COBISS.SI-ID:33234435,
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author = {Stefan Kalabakov and Simon Stankoski and Nina Reščič and Ivana Kiprijanovska and Andrejaana Andova and Clement Picard and Vito Janko and Martin Gjoreski and Mitja Luštrek},
doi = {10.1145/3410530.3414848},
year = {2020},
date = {2020-01-01},
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Andrejaana Andova, Stefano Bromuri, Mitja Luštrek
Using Mozilla's DeepSpeech to improve speech emotion recognition Inproceedings
In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 6.-7. oktober 2020, 6-7 October 2020, Ljubljana, Slovenia : Informacijska družba - IS 2020 = Information Society - IS 2020 : zbornik 23. mednarodne multikonference = proceedings of the 23rd innternational multiconference : zvezek A = volume A, pp. str. 7-10, Institut "Jožef Stefan", Ljubljana, 2020.
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Erik Dovgan, Bogdan Filipič
Semantic feature selection for AI-based estimation of operation durations in individualized tool manufacturing Inproceedings
In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci = Slovenian Conference on Artificial Intelligence : 6.-7. oktober 2020, 6-7 October 2020, Ljubljana, Slovenia : Informacijska družba - IS 2020 = Information Society - IS 2020 : zbornik 23. mednarodne multikonference = proceedings of the 23rd innternational multiconference : zvezek A = volume A, pp. str. 19-22, Institut "Jožef Stefan", Ljubljana, 2020.
@inproceedings{COBISS.SI-ID:34225667,
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Tea Tušar
Interaktivna vizualizacija proračuna Republike Slovenije s Sankeyevim diagramom = Interactive visualization of the Slovenian budget with the Sankey diagram Inproceedings
In: Veljko Pejović, Matjaž Kljun, Vida Groznik, Domen Šoberl, Klen Čopič Pucihar, Bojan Blažica, Jure Žabkar, Matevž Pesek, Jože Guna, Simon Kolmanič (Ed.): Interakcija človek-računalnik v informacijski družbi = Human-Computer Interaction in Information Society : 7. oktober 2020, 7 October 2020, Ljubljana, Slovenia : Informacijska družba - IS 2020 = Information Society - IS 2020 : zbornik 23. mednarodne multikonference = proceedings of the 23rd international multiconference : zvezek H = volume H, pp. str. 9-12, Institut "Jožef Stefan", Ljubljana, 2020.
@inproceedings{COBISS.SI-ID:34882307,
title = {Interaktivna vizualizacija proračuna Republike Slovenije s Sankeyevim diagramom = Interactive visualization of the Slovenian budget with the Sankey diagram},
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editor = {Veljko Pejović and Matjaž Kljun and Vida Groznik and Domen Šoberl and Klen Čopič Pucihar and Bojan Blažica and Jure Žabkar and Matevž Pesek and Jože Guna and Simon Kolmanič},
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Andrejaana Andova, Clarissa P. C. Gomes, Mitja Luštrek, Behalf EU-CardioRNA COST Action (CA17129)
Catalyzing transcriptomics research in cardiovascular disease : the CardioRNA COST action CA17129 Journal Article
In: Non-coding RNA, vol. vol. 5, no. no 2, pp. str. 31-1-31-13, 2019.
BibTeX | Links:
@article{COBISS.SI-ID:32249895,
title = {Catalyzing transcriptomics research in cardiovascular disease : the CardioRNA COST action CA17129},
author = {Andrejaana Andova and Clarissa P. C. Gomes and Mitja Luštrek and Behalf EU-CardioRNA COST Action (CA17129)},
doi = {10.3390/ncrna5020031},
year = {2019},
date = {2019-01-01},
journal = {Non-coding RNA},
volume = {vol. 5},
number = {no 2},
pages = {str. 31-1-31-13},
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Erik Dovgan, Matjaž Gams, Bogdan Filipič
A real-time multiobjective optimization algorithm for discovering driving strategies Journal Article
In: Transportation science, vol. vol. 53, no. no. 3, pp. str. 695-707, 2019.
BibTeX | Links:
@article{COBISS.SI-ID:32344103,
title = {A real-time multiobjective optimization algorithm for discovering driving strategies},
author = {Erik Dovgan and Matjaž Gams and Bogdan Filipič},
doi = {10.1287/trsc.2018.0872},
year = {2019},
date = {2019-01-01},
journal = {Transportation science},
volume = {vol. 53},
number = {no. 3},
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Miha Hafner, David Rajšter, Marko Žibert, Ulrich Zorin, Bernard Ženko, Tea Tušar
New optimization and decision support technologies in tunnel design, operation and traffic management Inproceedings
In: Angelo Žigon (Ed.): Zbornik referatov = Proceedings, pp. str. 37-49, Slovensko društvo za podzemne gradnje, = Slovenian Society for Underground Structures, Ljubljana, 2019.
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Vanessa Volz, Boris Naujoks, Pascal Kerschke, Tea Tušar
Single- and multi-objective game-benchmark for evolutionary algorithms Inproceedings
In: Manuel López-Ibáñez (Ed.): GECCO '19 : Proceedings of the Genetic and Evolutionary Computation Conference Prague, Czech Republic - July 13 - 17, 2019, pp. str. 647-655, ACM = Association for Computing Machinery, New York, 2019.
BibTeX | Links:
@inproceedings{COBISS.SI-ID:32547623,
title = {Single- and multi-objective game-benchmark for evolutionary algorithms},
author = {Vanessa Volz and Boris Naujoks and Pascal Kerschke and Tea Tušar},
editor = {Manuel López-Ibáñez},
doi = {10.1145/3321707.3321805},
year = {2019},
date = {2019-01-01},
booktitle = {GECCO '19 : Proceedings of the Genetic and Evolutionary Computation Conference Prague, Czech Republic - July 13 - 17, 2019},
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Andrejaana Andova, Mitja Luštrek
Five attempts at cross-dataset speech emotion recognition Inproceedings
In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 22. Mednarodne multikonference Informacijska družba - IS 2019, 10. oktober 2019 : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 22nd International Multiconference Information Society - IS 2019, 10 October, 2019, Ljubljana, Slovenia : volume A, pp. str. 81-84, Institut "Jožef Stefan", Ljubljana, 2019.
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Dimo Brockhoff, Tea Tušar
Benchmarking algorithms from the platypus framework on the biobjective bbob-biobj testbed Inproceedings
In: GECCO' 19 : Proceedings of the Genetic and Evolutionary Computation Conference Companion, Prague, Czech Republic - July 13 - 17, 2019, pp. str. 1905-1911, ACM = The Association for Computing Machinery, New York, 2019.
BibTeX | Links:
@inproceedings{COBISS.SI-ID:32548391,
title = {Benchmarking algorithms from the platypus framework on the biobjective bbob-biobj testbed},
author = {Dimo Brockhoff and Tea Tušar},
doi = {10.1145/3319619.3326896},
year = {2019},
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Miha Hafner, David Rajšter, Marko Žibert, Tea Tušar, Bernard Ženko, Martin Žnidaršič, Flavio Fuart, Daniel Vladušič
Artificial intelligence support for tunnel design in urban areas Inproceedings
In: Daniele Peila, Giulia Viggiani, Celestino Tarcisio (Ed.): Tunnels and underground cities. Engineering and innovation meet archaeology, architecture and art : proceedings of the WTC 2019 ITA-AITES World Tunnel Congress (WTC 2019), May 3-9, 2019, Naples, Italy, pp. str. 1-10, Taylor & Francis, London, New York, 2019.
@inproceedings{COBISS.SI-ID:33018663,
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Tea Tušar, Dimo Brockhoff, Nikolaus Hansen
Mixed-integer benchmark problems for single- and bi-objective optimization Inproceedings
In: Manuel López-Ibáñez (Ed.): GECCO '19 : Proceedings of the Genetic and Evolutionary Computation Conference Prague, Czech Republic - July 13 - 17, 2019, pp. str. 718-726, ACM = Association for Computing Machinery, New York, 2019.
BibTeX | Links:
@inproceedings{COBISS.SI-ID:32548135,
title = {Mixed-integer benchmark problems for single- and bi-objective optimization},
author = {Tea Tušar and Dimo Brockhoff and Nikolaus Hansen},
editor = {Manuel López-Ibáñez},
doi = {10.1145/3321707.3321868},
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date = {2019-01-01},
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tppubtype = {inproceedings}
}
Andrea De Lorenzo, Eric Medvet, Tea Tušar, Alberto Bartoli
An analysis of dimensionality reduction techniques for visualizing evolution Inproceedings
In: GECCO' 19 : Proceedings of the Genetic and Evolutionary Computation Conference Companion, Prague, Czech Republic - July 13 - 17, 2019, pp. str. 1864-1872, ACM = The Association for Computing Machinery, New York, 2019.
BibTeX | Links:
@inproceedings{COBISS.SI-ID:32547879,
title = {An analysis of dimensionality reduction techniques for visualizing evolution},
author = {Andrea De Lorenzo and Eric Medvet and Tea Tušar and Alberto Bartoli},
doi = {10.1145/3319619.3326868},
year = {2019},
date = {2019-01-01},
booktitle = {GECCO' 19 : Proceedings of the Genetic and Evolutionary Computation Conference Companion, Prague, Czech Republic - July 13 - 17, 2019},
pages = {str. 1864-1872},
publisher = {ACM = The Association for Computing Machinery},
address = {New York},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Tea Tušar, Vanessa Volz, Dimo Brockhoff, Nikolaus Hansen
Handling real-world problems within the COCO platform Inproceedings
In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 22. Mednarodne multikonference Informacijska družba - IS 2019, 10. oktober 2019 : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 22nd International Multiconference Information Society - IS 2019, 10 October, 2019, Ljubljana, Slovenia : volume A, pp. str. 37-40, Institut "Jožef Stefan", Ljubljana, 2019.
@inproceedings{COBISS.SI-ID:32845351,
title = {Handling real-world problems within the COCO platform},
author = {Tea Tušar and Vanessa Volz and Dimo Brockhoff and Nikolaus Hansen},
editor = {Mitja Luštrek and Matjaž Gams and Rok Piltaver},
year = {2019},
date = {2019-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci : zbornik 22. Mednarodne multikonference Informacijska družba - IS 2019, 10. oktober 2019 : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 22nd International Multiconference Information Society - IS 2019, 10 October, 2019, Ljubljana, Slovenia : volume A},
pages = {str. 37-40},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Aljoša Vodopija, Akira Oyama, Bogdan Filipič
Ensemble-based constraint handling in multiobjective optimization Inproceedings
In: GECCO' 19 : Proceedings of the Genetic and Evolutionary Computation Conference Companion, Prague, Czech Republic - July 13 - 17, 2019, pp. str. 2072-2075, ACM = The Association for Computing Machinery, New York, 2019.
BibTeX | Links:
@inproceedings{COBISS.SI-ID:32548647,
title = {Ensemble-based constraint handling in multiobjective optimization},
author = {Aljoša Vodopija and Akira Oyama and Bogdan Filipič},
doi = {10.1145/3319619.3326909},
year = {2019},
date = {2019-01-01},
booktitle = {GECCO' 19 : Proceedings of the Genetic and Evolutionary Computation Conference Companion, Prague, Czech Republic - July 13 - 17, 2019},
pages = {str. 2072-2075},
publisher = {ACM = The Association for Computing Machinery},
address = {New York},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Aljoša Vodopija, Bogdan Filipič
CmoPy: Constrained Multiobjective optimization in Python Inproceedings
In: Mitja Luštrek, Matjaž Gams, Rok Piltaver (Ed.): Slovenska konferenca o umetni inteligenci : zbornik 22. Mednarodne multikonference Informacijska družba - IS 2019, 10. oktober 2019 : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 22nd International Multiconference Information Society - IS 2019, 10 October, 2019, Ljubljana, Slovenia : volume A, pp. str. 65-68, Institut "Jožef Stefan", Ljubljana, 2019.
@inproceedings{COBISS.SI-ID:32848423,
title = {CmoPy: Constrained Multiobjective optimization in Python},
author = {Aljoša Vodopija and Bogdan Filipič},
editor = {Mitja Luštrek and Matjaž Gams and Rok Piltaver},
year = {2019},
date = {2019-01-01},
booktitle = {Slovenska konferenca o umetni inteligenci : zbornik 22. Mednarodne multikonference Informacijska družba - IS 2019, 10. oktober 2019 : zvezek A = Slovenian Conference on Artificial Intelligence : proceedings of the 22nd International Multiconference Information Society - IS 2019, 10 October, 2019, Ljubljana, Slovenia : volume A},
pages = {str. 65-68},
publisher = {Institut "Jožef Stefan"},
address = {Ljubljana},
series = {Informacijska družba},
keywords = {},
pubstate = {published},
tppubtype = {inproceedings}
}
Eric Medvet, Marco Virgolin, Mauro Castelli, Peter Bosman, Ivo Gonçalves, Tea Tušar
Unveiling evolutionary algorithm representation with DU maps Journal Article
In: Genetic programming and evolvable machines, vol. vol. 19, no. no. 3, pp. str. 351-389, 2018.
BibTeX | Links:
@article{COBISS.SI-ID:31653671,
title = {Unveiling evolutionary algorithm representation with DU maps},
author = {Eric Medvet and Marco Virgolin and Mauro Castelli and Peter Bosman and Ivo Gonçalves and Tea Tušar},
doi = {10.1007/s10710-018-9332-5},
year = {2018},
date = {2018-01-01},
journal = {Genetic programming and evolvable machines},
volume = {vol. 19},
number = {no. 3},
pages = {str. 351-389},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Anneleen Baert, Mitja Luštrek, Aljoša Vodopija, Marko Bohanec, On consortium
A personal decision support system for heart failure management (HeartMan) : study protocol of the HeartMan randomized controlled trial Journal Article
In: BMC cardiovascular disorders, vol. vol. 18, pp. str. 186-1-186-9, 2018.
BibTeX | Links:
@article{COBISS.SI-ID:31739687,
title = {A personal decision support system for heart failure management (HeartMan) : study protocol of the HeartMan randomized controlled trial},
author = {Anneleen Baert and Mitja Luštrek and Aljoša Vodopija and Marko Bohanec and On consortium},
doi = {10.1186/s12872-018-0921-2},
year = {2018},
date = {2018-01-01},
journal = {BMC cardiovascular disorders},
volume = {vol. 18},
pages = {str. 186-1-186-9},
keywords = {},
pubstate = {published},
tppubtype = {article}
}
Department of Intelligent Systems
Jožef Stefan Institute
Jamova cesta 39
SI-1000 Ljubljana, Slovenia
Tel: +386 1 477 3968